{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a9c0aec7-5588-4c73-ab2c-87a109ab565c",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'FreeTypeFont' object has no attribute 'getsize'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[2], line 17\u001b[0m\n\u001b[1;32m     15\u001b[0m font \u001b[38;5;241m=\u001b[39m ImageFont\u001b[38;5;241m.\u001b[39mtruetype(ttf)\n\u001b[1;32m     16\u001b[0m \u001b[38;5;66;03m# 得到的字体能够获取到宽高\u001b[39;00m\n\u001b[0;32m---> 17\u001b[0m size \u001b[38;5;241m=\u001b[39m \u001b[43mfont\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgetsize\u001b[49m(txt)\n\u001b[1;32m     18\u001b[0m \u001b[38;5;28mprint\u001b[39m(size)\n\u001b[1;32m     19\u001b[0m draw\u001b[38;5;241m.\u001b[39mtext((\u001b[38;5;241m10\u001b[39m,\u001b[38;5;241m10\u001b[39m), txt, font\u001b[38;5;241m=\u001b[39mfont)\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'FreeTypeFont' object has no attribute 'getsize'"
     ]
    }
   ],
   "source": [
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "\n",
    "im = Image.new(size=(1,1), mode='RGB')\n",
    "im = im.resize((200, 200))\n",
    "\n",
    "# 画线\n",
    "draw = ImageDraw.Draw(im)\n",
    "draw.line((0, 0) + im.size, fill=128)\n",
    "\n",
    "# 绘文字，需要先获取一个字体，尤其是中文\n",
    "txt = \"hello  中文\"\n",
    "ttf = os.path.expanduser('~/.fonts/h/HarmonyOS_Sans_SC_Regular.ttf')\n",
    "font = ImageFont.truetype(ttf)\n",
    "# 得到的字体能够获取到宽高\n",
    "size = font.getsize(txt)\n",
    "print(size)\n",
    "draw.text((10,10), txt, font=font)\n",
    "\n",
    "# 画矩形\n",
    "draw.rectangle([(40, 10), (80,40)])\n",
    "# 同样的矩形，不同的线宽\n",
    "draw.rectangle([(40, 50), (80,80)], width=8)\n",
    "\n",
    "# \n",
    "draw.rounded_rectangle([(2, 60), (38,80)], 10)\n",
    "\n",
    "plt.xlim(0, 200)\n",
    "plt.ylim(200)\n",
    "plt.imshow(im)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "060105bc",
   "metadata": {},
   "source": [
    "## 处理成灰阶图\n",
    "\n",
    "模式 L 模式 1 的区别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "999aec5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The memory_profiler extension is already loaded. To reload it, use:\n",
      "  %reload_ext memory_profiler\n"
     ]
    },
    {
     "data": {
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      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=240x240>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%load_ext memory_profiler\n",
    "\n",
    "# png_path = os.path.join(os.path.abspath(\"\"), 'avatar.png')\n",
    "image_path = os.path.join(os.path.abspath(\"\"), 'image.jpg')\n",
    "\n",
    "img = Image.open(image_path)\n",
    "g = img.convert('L')\n",
    "g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1f1fa651",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=1 size=240x240>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.convert('1')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fff76380",
   "metadata": {},
   "source": [
    "## 处理成纯黑白图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "80269c0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=1 size=240x240>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 200 是一个阈值\n",
    "fn = lambda x : 255 if x > 200 else 0\n",
    "img.convert('L').point(fn, mode='1')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97d0e5ae",
   "metadata": {},
   "source": [
    "## 反色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27c2915d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=240x240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import ImageChops\n",
    "\n",
    "img_invert = ImageChops.invert(img)\n",
    "img_invert"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
